{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "661ee094",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "products = ['口红', '面膜', '隔离', '防晒', '精华', '面霜']\n",
    "actual_sales = [653, 523, 648, 856, 714, 785]\n",
    "target_sales = [700, 500, 600, 900, 600, 600]\n",
    "\n",
    "bar_width = 0.35\n",
    "index = np.arange(len(products))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "fig.patch.set_facecolor('#162447')\n",
    "ax.set_facecolor('#162447')\n",
    "\n",
    "bars1 = ax.bar(index + bar_width/2, target_sales, bar_width, label='目标销量', color='#162447', edgecolor='white')\n",
    "bars2 = ax.bar(index + bar_width/2, actual_sales, bar_width, label='实际销量', color='#1f77b4')\n",
    "\n",
    "for bar in bars1:\n",
    "    ax.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + 10, f'{int(bar.get_height())}', ha='center', color='white', fontsize=10)\n",
    "for bar in bars2:\n",
    "    ax.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + 10, f'{int(bar.get_height())}', ha='center', color='#1f77b4', fontsize=10)\n",
    "\n",
    "ax.set_title('2022年上半年各商品销量完成情况\\n防晒整体销量最好，达到856，面霜远超目标，超额完成30%', color='white', fontsize=14, pad=20)\n",
    "ax.set_xlabel('*注：数据来源于公司销售系统，统计日期截至2022.06.30', color='white', fontsize=10, loc='right')\n",
    "ax.set_xticks(index)\n",
    "ax.set_xticklabels(products, color='white')\n",
    "ax.set_yticks([])  # Hide y-axis ticks\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "\n",
    "legend = ax.legend(loc='upper left', fontsize=10)\n",
    "plt.setp(legend.get_texts(), color='white')\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
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